CLASSIFICATION OF AMYOTROPHIC LATERAL SCLEROSIS AND HEALTHY ELECTROMYOGRAPHY SIGNALS BASED ON TRANSFER LEARNING

Abdulkadir ŞENGÜR; Ümit BUDAK; Yaman AKBULUT

doi:https://doi.org/10.36222/ejt.498095

Makale detayları

CLASSIFICATION OF AMYOTROPHIC LATERAL SCLEROSIS AND HEALTHY ELECTROMYOGRAPHY SIGNALS BASED ON TRANSFER LEARNING

Yazarlar:

Abdulkadir ŞENGÜR | Ümit BUDAK | Yaman AKBULUT

Yayıncı:

Hibetullah KILIÇ

Ana Başlıklar:

Uygulamalı fizik

Dergi:

European Journal of Technique (EJT) 2018 Vol.8 Issue 2, pp.179-185

Belge Tipi:

Makale

Yayın Tarihi:

12/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000425664

eISSN:

2536-5134

pISSN:

2536-5010

DOI:

https://doi.org/10.36222/ejt.498095

Özet:

 


This paper investigates the usage of
transfer learning in amyotrophic lateral sclerosis (ALS) disease detection. ALS
is a dangerous disease which affects the nerve cells in brain and spinal cord.
Electromyogram (EMG) is an important measure for analysing of the electrical
level of the muscles. EMG based early ALS disease detection system helps the
physicians and patients. The proposed work uses EMG signals in discrimination
of the ALS and healthy persons. The EMG signals are initially segmented with a
overlapped window and each segment is converted to the spectrogram images. The
obtained spectrogram images are resized and fed into the pre-trained
convolutional neural networks model. The pre-trained model is fine-tuned with
the problem at hand. The R002 dataset which is obtained from www.emglab.net is
used during the experimental works. Accuracy, sensitivity and specificity
measures are used to evaluate the obtained achievement. According to these
measures, 97.70% accuracy, 97.97% sensitivity, and 97.29% specificity values
are recorded. We further compare the obtained results with some of the existing
results that were obtained on the same dataset. The comparisons show that
proposed method is outperformed.


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Makale detayları

CLASSIFICATION OF AMYOTROPHIC LATERAL SCLEROSIS AND HEALTHY ELECTROMYOGRAPHY SIGNALS BASED ON TRANSFER LEARNING

Yazarlar: Abdulkadir ŞENGÜR | Ümit BUDAK | Yaman AKBULUT

Yayıncı: Hibetullah KILIÇ

Ana Başlıklar: Uygulamalı fizik

Dergi: European Journal of Technique (EJT) 2018 Vol.8 Issue 2, pp.179-185

Belge Tipi: Makale

Yayın Tarihi: 12/2018

Belge Dili: İngilizce

Document ID (Org No.): 2000425664

eISSN: 2536-5134

pISSN: 2536-5010

DOI: https://doi.org/10.36222/ejt.498095

Sayı

Yazarlar:

Abdulkadir ŞENGÜR | Ümit BUDAK | Yaman AKBULUT

Yayıncı:

Hibetullah KILIÇ

Ana Başlıklar:

Uygulamalı fizik

Dergi:

European Journal of Technique (EJT) 2018 Vol.8 Issue 2, pp.179-185

Belge Tipi:

Makale

Yayın Tarihi:

12/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000425664

eISSN:

2536-5134

pISSN:

2536-5010

DOI:

https://doi.org/10.36222/ejt.498095